Mitigation of PMD and PDL induced signal degradation using Levenberg-Marquardt algorithm

被引:0
作者
Vinayagapriya, S. [1 ]
Sivasubramanian, A. [2 ]
机构
[1] Sathyabama Univ, St Josephs Coll Engn, Madras, Tamil Nadu, India
[2] VIT Univ, Madras, Tamil Nadu, India
来源
OPTOELECTRONICS AND ADVANCED MATERIALS-RAPID COMMUNICATIONS | 2016年 / 10卷 / 5-6期
关键词
States of Polarization; Levenberg-Marquardt Algorithm; Single Mode Optical Fiber;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Polarization Mode Dispersion and Polarization Dependent Loss are among the most important fiber impairments that induce errors and limit the overall system performance. In this paper, Levenberg-Marquardt Training Algorithm is proposed to mitigate the pulse deformation induced by Polarization Mode Dispersion and Polarization Dependent Loss. Reduction in output waveform distortion can be achieved by choosing appropriate states of polarization. Results show circularly polarized positive chirped super-gaussian input signal giving higher compression factor compared to linearly polarized signal. However, an improvement in compression ratio is achieved using Levenberg-Marquardt Algorithm. Since it is the fastest technique and gives accurate solution, it is used for PMD, PDL related problems.
引用
收藏
页码:447 / 452
页数:6
相关论文
共 50 条
  • [31] A Layer-by-Layer Levenberg-Marquardt Algorithm for Feedforward Multilayer Perceptron
    Kwak, Young-Tae
    Jo, Heeseung
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2012, 6 (02): : 505S - 511S
  • [32] Modifying weights layer-by-layer with Levenberg-Marquardt backpropagation algorithm
    He, S
    Sepehri, N
    Unbehauen, R
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2001, 7 (04) : 233 - 247
  • [33] Efficient computation of the Levenberg-Marquardt algorithm for feedforward networks with linear outputs
    de Chazal, Philip
    McDonnell, Mark D.
    2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 68 - 75
  • [34] Research on EEG Classification with Neural Networks Based on the Levenberg-Marquardt Algorithm
    Chen, Yue
    Zhang, Shaobai
    INFORMATION COMPUTING AND APPLICATIONS, PT 2, 2012, 308 : 195 - 202
  • [35] Levenberg-Marquardt Algorithm for Karachi Stock Exchange Share Rates Forecasting
    Burney, Syed Muhammad Aqil
    Jilani, Tahseen Ahmed
    Ardil, Cemal
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 3, 2005, 3 : 171 - 176
  • [36] Levenberg-Marquardt algorithm with adaptive Tikhonov regularization for bandwidth correction of spectra
    Cui, Hao
    Xia, Guo
    Jin, Shiqun
    Cheng, Lulu
    Bai, Lihao
    Ma, Long
    Fang, Yong
    JOURNAL OF MODERN OPTICS, 2020, 67 (07) : 661 - 670
  • [37] Backpropagation and Levenberg-Marquardt Algorithm for Training Finite Element Neural Network
    Reynaldi, Arnold
    Lukas, Samuel
    Margaretha, Helena
    2012 SIXTH UKSIM/AMSS EUROPEAN SYMPOSIUM ON COMPUTER MODELLING AND SIMULATION (EMS), 2012, : 89 - 94
  • [38] An improved Levenberg-Marquardt algorithm for extracting the features of Brillouin scattering spectrum
    Zhang, Yanjun
    Li, Da
    Fu, Xinghu
    Bi, Weihong
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2013, 24 (01)
  • [39] A truncated Levenberg-Marquardt algorithm for the calibration of highly parameterized nonlinear models
    Finsterle, Stefan
    Kowalsky, Michael B.
    COMPUTERS & GEOSCIENCES, 2011, 37 (06) : 731 - 738
  • [40] Levenberg-Marquardt Learning Algorithm for Quaternion-Valued Neural Networks
    Popa, Calin-Adrian
    PROCEEDINGS OF 2016 18TH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING (SYNASC), 2016, : 272 - 278